{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ritvik\\Anaconda3\\lib\\site-packages\\pandas_datareader\\compat\\__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  from pandas.util.testing import assert_frame_equal\n"
     ]
    }
   ],
   "source": [
    "import pandas_datareader.data as web\n",
    "from pandas_datareader.nasdaq_trader import get_nasdaq_symbols\n",
    "from pandas_datareader._utils import RemoteDataError\n",
    "from datetime import datetime, timedelta\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_stock_trend_and_returns(ticker, titles, start_date, end_date, all_returns):\n",
    "    \n",
    "    #get the data for this ticker\n",
    "    prices = web.DataReader(ticker, 'yahoo', start=start_date, end=end_date).Close\n",
    "    prices.index = [d.date() for d in prices.index]\n",
    "    \n",
    "    plt.figure(figsize=(10,6))\n",
    "    \n",
    "    #plot stock price\n",
    "    plt.subplot(2,1,1)\n",
    "    plt.plot(prices)\n",
    "    plt.title(titles[0], fontsize=16)\n",
    "    plt.ylabel('Price ($)', fontsize=14)\n",
    "    \n",
    "    #plot stock returns\n",
    "    plt.subplot(2,1,2)\n",
    "    plt.plot(all_returns[0], all_returns[1], color='g')\n",
    "    plt.title(titles[1], fontsize=16)\n",
    "    plt.ylabel('Pct. Return', fontsize=14)\n",
    "    plt.axhline(0, color='k', linestyle='--')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def perform_analysis_for_stock(ticker, start_date, end_date, return_period_weeks, verbose=False):\n",
    "    \"\"\"\n",
    "    Inputs:\n",
    "        ticker: the ticker symbol to analyze\n",
    "        start_date: the first date considered in simulation\n",
    "        end_date: the last date considered in simulation\n",
    "        return_period_weeks: the number of weeks in which to calculate returns\n",
    "        verbose: True if you want to print simulation steps\n",
    "        \n",
    "    Outputs:\n",
    "        average and standard deviation of returns for simulated runs of this ticker within the given date range\n",
    "    \"\"\"\n",
    "    \n",
    "    #get the data for this ticker\n",
    "    try:\n",
    "        prices = web.DataReader(ticker, 'yahoo', start=start_date, end=end_date).Close\n",
    "    #could not find data on this ticker\n",
    "    except (RemoteDataError, KeyError):\n",
    "        #return default values\n",
    "        return -np.inf, np.inf, None\n",
    "    \n",
    "    prices.index = [d.date() for d in prices.index]\n",
    "    \n",
    "    #this will store all simulated returns\n",
    "    pct_return_after_period = []\n",
    "    buy_dates = []\n",
    "\n",
    "    #assume we buy the stock on each day in the range\n",
    "    for buy_date, buy_price in prices.iteritems():\n",
    "        #get price of the stock after given number of weeks\n",
    "        sell_date = buy_date + timedelta(weeks=return_period_weeks)\n",
    "        \n",
    "        try:\n",
    "            sell_price = prices[prices.index == sell_date].iloc[0]\n",
    "        #trying to sell on a non-trading day, skip\n",
    "        except IndexError:\n",
    "            continue\n",
    "        \n",
    "        #compute the percent return\n",
    "        pct_return = (sell_price - buy_price)/buy_price\n",
    "        pct_return_after_period.append(pct_return)\n",
    "        buy_dates.append(buy_date)\n",
    "        \n",
    "        if verbose:\n",
    "            print('Date Buy: %s, Price Buy: %s'%(buy_date,round(buy_price,2)))\n",
    "            print('Date Sell: %s, Price Sell: %s'%(sell_date,round(sell_price,2)))\n",
    "            print('Return: %s%%'%round(pct_return*100,1))\n",
    "            print('-------------------')\n",
    "    \n",
    "    #if no data collected return default values\n",
    "    if len(pct_return_after_period) == 0:\n",
    "        return -np.inf, np.inf, None\n",
    "    \n",
    "    #report average and deviation of the percent returns\n",
    "    return np.mean(pct_return_after_period), np.std(pct_return_after_period), [buy_dates, pct_return_after_period]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User Input Area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#start date for simulation. \n",
    "#Further back means more training data but risk of including patterns that no longer exist\n",
    "#More recent means less training data but only using recent patterns\n",
    "start_date, end_date = datetime(2020,4,1), datetime.now().date()\n",
    "\n",
    "#set number of weeks in which you want to see return\n",
    "return_period_weeks = 4\n",
    "\n",
    "#I want at least this much average return\n",
    "min_avg_return  = 0.1\n",
    "\n",
    "#I want at most this much volatility in return\n",
    "max_dev_return = 0.07"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Download file \"series_tickers.p\" from github or create your own list of tickers\n",
    "series_tickers = pickle.load(open(\"series_tickers.p\", \"rb\" ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ticker, name in series_tickers.iteritems():\n",
    "    avg_return, dev_return, all_returns = perform_analysis_for_stock(ticker, start_date, end_date, return_period_weeks)\n",
    "\n",
    "    if avg_return > min_avg_return and dev_return < max_dev_return:\n",
    "        title_price = '%s\\n%s'%(ticker, name)\n",
    "        title_return = 'Avg Return: %s%% | Dev Return: %s%%'%(round(100*avg_return,2), round(100*dev_return,2))\n",
    "        plot_stock_trend_and_returns(ticker, [title_price, title_return], start_date, end_date, all_returns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
